Trim the dataset

Remove outliers

Some species are lost in the trimmed dataset

Remove samples at present (or with negative age)


 FALSE   TRUE 
512259    682 

Reverse negative uncertainty ranges

2 species have a speciation date of 0.0. Change it to the oldest fossil age.

[1] "Berggrenia pumilio"   "Globigerinita minuta"
 [1] "species"           "rowID"             "orig.species"      "abundance"         "orig.abundance"    "abun.units"        "sample.depth"      "segment"          
 [9] "age"               "age.err"           "age.calc"          "zone"              "zon.age"           "age.st"            "age.en"            "rng.age"          
[17] "int.age"           "err.int.age"       "mag.zone"          "mag.age.st"        "mag.age.en"        "mag.age"           "int.mag.age"       "err.int.mag.age"  
[25] "mod.age"           "r2"                "n.pts"             "age.model"         "AM.type"           "latitude"          "longitude"         "pal.lat"          
[33] "pal.long"          "water.depth"       "db.source"         "dbID"              "holeID"            "sampleID"          "reason"            "leg"              
[41] "site"              "hole"              "core"              "section"           "sample.top"        "sample.type"       "total.IDd"         "preservation"     
[49] "processing"        "person"            "date"              "year"              "source"            "num.ind"           "rel.abun"          "round.age"        
[57] "round.lat"         "round.pal.lat"     "Macro/micro"       "orig.st"           "orig.en"           "Zone.st"           "Zone.en"           "Zone.st.ref"      
[65] "Zone.en.ref"       "orig.ts"           "St.Date.reference" "En.Date.reference" "Speciation"        "Extinction"        "trim"             

Check the repartition through time

Full fossil record

Each occurrence is associated with a stratigraphic age uncertainty interval (minimum and maximum ages).

Add age uncertainty to avoid occurrences with the same age

Many occurrences have the exact same age.


 0.01  0.02  0.04  0.03  0.12 
16549  6556  4914  4702  4070 

In order to avoid clusters let’s draw them uniformly in their interval rather than taking the midpoint (for the “Zone” and “Magneto” methods).

For other methods, simply add 10000 yrs uncertainty around age estimates, reflecting uniformisation in the sedimentation process.


8.91956830861745e-07 4.58073036833413e-06 5.62783745405112e-05 7.45228141946788e-05 9.40664828176489e-05 
                   1                    1                    1                    1                    1 

The issue is now solved.

Warning: The `size` argument of `element_line()` is deprecated as of ggplot2 3.4.0.
Please use the `linewidth` argument instead.

Check the repartition of occurrences per species


      Globigerina bulloides     Globigerinita glutinata Neogloboquadrina pachyderma           Orbulina universa   Neogloboquadrina incompta 
                      18558                       18522                       15570                       14855                       13564 
      Globigerinoides ruber        Globoconella inflata   Turborotalita quinqueloba          Hirsutella scitula       Trilobatus sacculifer 
                      13414                       12248                       11668                       11341                       10648 

Some species have much more occurrences than others. Let’s compare the distribution of number of occurrences in Triton compared to a Poisson sampling over the species lifetime.

The expected distribution is more unequal: the rarest species have fewer occurrences, the median species has around 100 occurrences, for nearly 250 in Triton.

Save database

Warning: cannot open file '../Triton_processed/TritonDB_trimmed_runif.csv': No such file or directoryError in file(file, ifelse(append, "a", "w")) : 
  cannot open the connection
---
title: "Clean the raw Triton database"
output: html_notebook
---

```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = FALSE)
```

```{r include=FALSE}
library("ggplot2")
library("ape")
```

```{r}
# Load occurrence dataset
load("../../1-Data_raw/TritonDB/triton.RData")
```

# Trim the dataset
## Remove outliers

```{r}
# Work on the trimmed dataset, which excludes occurrences that fall significantly outside the known range of the species. The cut-off for the Neogene is 2Ma outside the species known range, and 5Ma for the Palaeogene (cf. Fenton et al. 2021).
triton <- triton.pres[triton.pres$trim == "inc",]
```

Some species are lost in the trimmed dataset

```{r}
species_lost <- unique(triton.pres$species)[!(unique(triton.pres$species) %in% unique(triton$species))]
triton.pres[triton.pres$species %in% species_lost,]
```

## Remove samples at present (or with negative age)

```{r}
# Some samples have a negative age
table(triton.pres$age<0)
```

```{r}
# Keep only past occurrences
triton <- triton[triton$age > 0,]
```

## Reverse negative uncertainty ranges

```{r}
data.frame(positive = sum(triton$rng.age > 0, na.rm=T), 
           null = sum(triton$rng.age == 0, na.rm=T), 
           negative = sum(triton$rng.age < 0, na.rm=T))
#triton <- triton[sapply(triton$rng.age > 0, function(x) ifelse(is.na(x), F, x)),]
age.min <- apply(triton[,c("age.en", "age.st")], 1, min)
age.max <- apply(triton[,c("age.en", "age.st")], 1, max)
triton$age.en <- age.min
triton$age.st <- age.max
triton$rng.age <- triton$age.st - triton$age.en
```

## 2 species have a speciation date of 0.0. Change it to the oldest fossil age.

```{r}
unique(triton[triton$Speciation==0,]$species)
triton[triton$species=="Berggrenia pumilio",]$Speciation <- max(triton[triton$species=="Berggrenia pumilio",]$age)
triton[triton$species=="Globigerinita minuta",]$Speciation <- max(triton[triton$species=="Globigerinita minuta",]$age)
```

```{r}
names(triton)
```
# Check the repartition through time
## Full fossil record

Each occurrence is associated with a **stratigraphic age uncertainty interval** (minimum and maximum ages).

```{r, fig.asp=0.4, fig.width=15}
ggplot(triton[!is.na(triton$rng.age),]) +
  geom_segment(aes(x = -age.st, y = -age, xend = -age.en, yend=-age, color=-age)) +
  scale_x_continuous(name = "Time (My)") +
  scale_y_discrete(name = "Occurrences") +
  labs(colour="Mean age") +
  ggtitle("Distribution of age intervals, depending on the age calculation method") +
  theme(axis.text.y=element_blank(),
        axis.ticks.y=element_blank(),
        panel.grid.major.y = element_blank(),
        legend.position = "bottom") +
  facet_grid(. ~ age.calc)
```

```{r, fig.asp=0.3, fig.width=15}
p <- ggplot(triton, aes(x=-age, y=rnorm(length(age), 1, 0.05))) +
  geom_point(cex=0.01, alpha=0.05) +
  scale_x_continuous(name = "Time (My)") +
  scale_y_continuous(name = "Occurrences", limits = c(0.7, 1.3)) +
  scale_fill_discrete(name="Accepted rank") +
  theme(panel.background = element_blank(),
        axis.line.x = element_line(linewidth = 0.5, linetype = "solid", colour = "black"),
        axis.text.y = element_blank(),
        axis.ticks.y = element_blank()) +
  ggtitle(paste("Temporal repartition of", dim(triton)[1], "recorded occurrences - Midpoint"))

q <- ggplot(triton, aes(x=-age, y=pal.lat)) +
  geom_point(cex=0.01, alpha=0.05) +
  scale_x_continuous(name = "Time (My)") +
  scale_y_continuous(name = "Paleolatitude (°)") +
  scale_fill_discrete(name="Accepted rank") +
  theme(panel.background = element_blank(),
        axis.line.x = element_line(linewidth = 0.5, linetype = "solid", colour = "black")) +
  ggtitle(paste("Spatio-temporal repartition of", dim(triton)[1], "recorded occurrences - Midpoint"))

r <- ggplot(triton, aes(x=-age)) +
  geom_histogram(binwidth = 1) +
  scale_x_continuous(name = "Time (My)") +
  scale_y_continuous(name = "Number of occurrences") +
  scale_fill_discrete(name="Accepted rank") +
  theme(panel.grid.major.y = element_blank(),
        legend.position="bottom") +
  ggtitle(paste("Evolution of the number occurrences ( total of", dim(triton)[1], ")"))

p;q;r
```

## Add age uncertainty to avoid occurrences with the same age

Many occurrences have the exact same age.

```{r}
head(sort(table(triton$age), decreasing = T), 5)
```

In order to avoid clusters let's draw them uniformly in their interval rather than taking the midpoint (for the "Zone" and "Magneto" methods).

```{r}
triton$age_runif <- triton$age

# Zone method
cond <- triton$age.calc == "Zone"
triton[cond,]$age_runif <- apply(triton[cond,], 1, function(Tr) {
                                      age_min <- as.numeric(Tr["age.en"])
                                      age_max <- as.numeric(Tr["age.st"])
                                      if (age_max == age_min) age_max <- age_max + 0.01
                                      return (runif(1, age_min, age_max))
                                      })
# Magneto method
cond <- triton$age.calc == "Magneto"
triton[cond,]$age_runif <- apply(triton[cond,], 1, function(Tr) {
                                      age_min <- as.numeric(Tr["mag.age.en"])
                                      age_max <- as.numeric(Tr["mag.age.st"])
                                      if (age_max == age_min) age_max <- age_max + 0.01
                                      return (runif(1, age_min, age_max))
                                      })
```

For other methods, simply add 10000 yrs uncertainty around age estimates, reflecting uniformisation in the sedimentation process.

```{r}
# Other methods
time_span <- 0.01  # 10000 ys = 0.01 Mys
cond <- triton$age.calc != "Zone" & triton$age.calc != "Magneto" & triton$Speciation > triton$Extinction
triton[cond,]$age_runif <- apply(triton[cond,], 1, function(Tr) {
                                      age_min <- max(as.numeric(Tr["age"]) - time_span/2, 0)
                                      age_max <- as.numeric(Tr["age"]) + time_span/2
                                      #print(c(as.numeric(Tr["age"]), 1.1*as.numeric(Tr["Speciation"]), age_max))
                                      return (runif(1, age_min, age_max))
                                      })

#age_min <- sapply(triton[cond,]$age-time_span/2, max, 0)
#age_max <- triton[cond,]$age+time_span/2
#mapply(runif, n=1, min=age_min, max=age_max) - triton[cond,]$age_runif
```

```{r}
head(sort(table(triton$age_runif), decreasing = T), 5)
```

The issue is now solved.

```{r, fig.asp=0.3, fig.width=15}
p
ggplot(triton, aes(x=-age_runif, y=rnorm(length(age_runif), 1, 0.05))) +
  geom_point(cex=0.01, alpha=0.05) +
  scale_x_continuous(name = "Time (My)") +
  scale_y_continuous(name = "Occurrences", limits = c(0.7, 1.3)) +
  scale_fill_discrete(name="Accepted rank") +
  theme(panel.background = element_blank(),
        axis.line.x = element_line(size = 0.5, linetype = "solid", colour = "black"),
        axis.text.y = element_blank(),
        axis.ticks.y = element_blank()) +
  ggtitle(paste("Temporal repartition of", dim(triton)[1], "recorded occurrences - Uniform draw"))

q
ggplot(triton, aes(x=-age_runif, y=pal.lat)) +
  geom_point(cex=0.01, alpha=0.05) +
  scale_x_continuous(name = "Time (My)") +
  scale_y_continuous(name = "Paleolatitude (°)") +
  scale_fill_discrete(name="Accepted rank") +
  theme(panel.background = element_blank(),
        axis.line.x = element_line(size = 0.5, linetype = "solid", colour = "black")) +
  ggtitle(paste("Spatio-temporal repartition of", dim(triton)[1], "recorded occurrences - Uniform draw"))
```

# Check the repartition of occurrences per species

```{r}
head(sort(table(triton$species), decreasing = T), 10)
```

Some species have much more occurrences than others. Let's compare the distribution of number of occurrences in Triton compared to a Poisson sampling over the species lifetime.

```{r, fig.asp=0.4, fig.width=10}
ggplot(triton, aes(x=reorder(species, table(species)[species]))) +
  geom_bar(stat="count", fill="darkgreen", col="darkgreen") + 
  scale_x_discrete(name = "Species names") +
  scale_y_continuous(trans = "log10", name = "Number of corresponding occurrences (log-scale)", limits=c(1,100000)) +
  theme(axis.text.x=element_blank(),
        axis.ticks.x=element_blank(),
        panel.grid.major.x = element_blank(),
        legend.position = "none") +
  ggtitle("Distribution of the number of occurrences identified to the same species")

# Sample the same number of occurrences as in Triton, but with a sampling probability strictly proportional to the species range.
triton_Poisson <- data.frame(species=sample(triton$species, size=nrow(triton), replace=T, prob=triton$Speciation-triton$Extinction))

ggplot(triton_Poisson, aes(x=reorder(species, table(species)[species]))) +
  geom_bar(stat="count", fill="darkgreen", col="darkgreen") + 
  scale_x_discrete(name = "Species names") +
  scale_y_continuous(trans = "log10", name = "Number of corresponding occurrences (log-scale)", limits=c(1,100000)) +
  theme(axis.text.x=element_blank(),
        axis.ticks.x=element_blank(),
        panel.grid.major.x = element_blank(),
        legend.position = "none") +
  ggtitle("Expected distribution of the number of occurrences under a Poisson process")
```

```{r}
data.frame(median_triton = median(table(triton$species)), median_expected = median(table(triton_Poisson$species)))
```

The expected distribution is more unequal: the rarest species have fewer occurrences, the median species has around 100 occurrences, for nearly 250 in Triton.

# Save database

```{r}
write.csv(triton, "../../3-Data_processed/Triton_occurrences/TritonDB_trimmed_runif.csv")
```
